It checks what you already own first
The store ranks each product against what you already have, what you train, what you are running low on and where your program is going, so the top of the list fills a gap instead of offering you a second bench.
How a recommendation gets its score
Six weighted factors, recomputed each time you open the store: need (40%), compatibility (20%), price fit (15%), popularity (10%), curation (10%) and availability (5%).
Need carries the most weight. It asks whether the product closes a gap for you: would it unlock exercises your setup can't do, train a muscle group your ranks show you've neglected, suit the goal you're training toward, restock a supplement you're running out of, or fit the nutrition phase you're in? A product that does none of those scores low on need however many people bought it.
Compatibility scores zero if you already own an equivalent item: log a flat bench and you won't be shown another. Price fit compares the product with the budget range you set, if you set one, and favors the middle of it. Popularity and curation come from engagement data and hand-picked selections, and availability lowers anything out of stock.
Shelves built around your gaps
Shelves appear where a gap shows up, and only when your data points to one. Your gym page suggests gear that would unlock new exercises. Your ranks point toward a muscle group you've neglected. A supplement running low gets a restock card. During a cut or contest prep, you see essentials for that phase.
A new account with nothing logged gets curated and popular picks. As you log workouts, mark the equipment you own and track your supplements, the shelves become more specific to you.
Each shelf is capped in length and sorted by score, so the best fit comes first.
Why score the store
When you buy gear or supplements you usually have to remember whether a bench duplicates the one in your garage, whether a pre-workout adds another 200 mg of caffeine to what you already take, and whether an attachment helps this month's goal.
MuscleBuddy already has most of that from your logs: your equipment, goals, weak points, what you're running low on and what phase you're in. It scores against those, so you get a shorter list where each item says why it is there: "unlocks 3 new exercises", "targets a muscle you want to bring up", "time to restock".
Frequently asked
- Does the store recommend things I already own?
No. If you own an equivalent item, that product scores zero on compatibility.
- What data does the scoring use?
Only what is already in your account: equipment you have logged as owned, weak points from your muscle ranks, your active training goal, supplements running low and any active nutrition phase.
- Is the store free, or a Pro feature?
Free. The store needs a MuscleBuddy account, not a subscription.
- Are these affiliate links?
Most of them. MuscleBuddy may earn a commission on purchases made through store links, at no extra cost to you, and that disclosure appears on the store page itself. Anything MuscleBuddy sells itself is labelled "By MuscleBuddy" and shows its price, and we profit from those directly rather than by commission. Recommendations are not medical advice.
- Does MuscleBuddy push its own products to the top?
No. Our own products get their own shelf and a label, not a better ranking. The scoring ignores who sells a product, so an own-brand item and an equivalent from another brand score the same.
- Can I browse without the personalized shelves?
Yes. Category shelves for equipment, supplements, apparel, accessories, recovery and tech sit beside the personalized ones.
See what fills a gap in your setup
Log your equipment and goals once, and recommendations are scored against the gaps you have.